{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NEST implementation of the `aeif` models\n",
    "\n",
    "#### Hans Ekkehard Plesser and Tanguy Fardet, 2016-09-09\n",
    "#### Updated by Hans Ekkehard Plesser, 2023-08-25\n",
    "\n",
    "This notebook provides a reference solution for the _Adaptive Exponential Integrate and Fire_\n",
    "(AEIF) neuronal model and compares it with several numerical implementations using simpler solvers.\n",
    "In particular this justifies the change of implementation in September 2016 to make the simulation\n",
    "closer to the reference solution.\n",
    "\n",
    "## Position of the problem\n",
    "\n",
    "### Basics\n",
    "The equations governing the evolution of the AEIF model are\n",
    "\n",
    "$$\\left\\lbrace\\begin{array}{rcl}\n",
    "    C_m\\dot{V} &=& -g_L(V-E_L) + g_L \\Delta_T e^{\\frac{V-V_T}{\\Delta_T}} + I_e + I_s(t) -w\\\\\n",
    "    \\tau_s\\dot{w} &=& a(V-E_L) - w\n",
    "\\end{array}\\right.$$\n",
    "\n",
    "when $V < V_{peak}$ (threshold/spike detection).\n",
    "Once a spike occurs, we apply the reset conditions:\n",
    "\n",
    "$$V = V_r \\quad \\text{and} \\quad w = w + b$$\n",
    "\n",
    "### Divergence\n",
    "In the AEIF model, the spike is generated by the exponential divergence. In practice, this means that just before threshold crossing (threshpassing), the argument of the exponential can become very large.\n",
    "\n",
    "This can lead to numerical overflow or numerical instabilities in the solver, all the more if $V_{peak}$ is large, or if $\\Delta_T$ is small.\n",
    "\n",
    "## Tested solutions\n",
    "\n",
    "### Old implementation (before September 2016)\n",
    "The original solution was to bind the exponential argument to be smaller than 10 (ad hoc value to be close to the original implementation in BRIAN).\n",
    "As will be shown in the notebook, this solution does not converge to the reference LSODAR solution.\n",
    "\n",
    "### New implementation\n",
    "The new implementation does not bind the argument of the exponential, but the potential itself, since according to the theoretical model, $V$ should never get larger than $V_{peak}$.\n",
    "We will show that this solution is not only closer to the reference solution in general, but also converges towards it as the timestep gets smaller.\n",
    "\n",
    "## Reference solution\n",
    "\n",
    "The reference solution is implemented using the LSODAR solver which is described and compared in the following references:\n",
    "\n",
    "* http://www.radford.edu/~thompson/RP/eventlocation.pdf (papers citing this one)\n",
    "* http://www.sciencedirect.com/science/article/pii/S0377042712000684\n",
    "* http://www.radford.edu/~thompson/RP/rootfinding.pdf\n",
    "* https://computation.llnl.gov/casc/nsde/pubs/u88007.pdf\n",
    "* http://www.cs.ucsb.edu/~cse/Files/SCE000136.pdf\n",
    "* http://www.sciencedirect.com/science/article/pii/0377042789903348\n",
    "* http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.455.2976&rep=rep1&type=pdf\n",
    "* https://theses.lib.vt.edu/theses/available/etd-12092002-105032/unrestricted/etd.pdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Technical details and requirements\n",
    "\n",
    "### Implementation of the functions\n",
    "\n",
    "* The old and new implementations are reproduced using Scipy and are called by the ``scipy_aeif`` function\n",
    "* The NEST implementations are not shown here, but keep in mind that for a given time resolution, they are closer to the reference result than the scipy implementation since the GSL implementation uses a RK45 adaptive solver.\n",
    "* The reference solution using LSODAR, called ``reference_aeif``, is implemented through the [assimulo](http://www.jmodelica.org/assimulo) package.\n",
    "\n",
    "### Requirements\n",
    "\n",
    "To run this notebook, you need:\n",
    "\n",
    "* [numpy](http://www.numpy.org/) and [scipy](http://www.scipy.org/)\n",
    "* [assimulo](http://www.jmodelica.org/assimulo)\n",
    "* [matplotlib](http://matplotlib.org/)\n",
    "\n",
    "The assimulo package from PyPI is quite old and cannot be installed with current versions of Python distribution tools. If you use conda/mamba, you can install a current version of Assimulo from `conda-forge`. We have tested this notebook with assimulo 3.4.1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.integrate import odeint\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams[\"figure.figsize\"] = (15, 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scipy functions mimicking the NEST code\n",
    "### Right hand side functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rhs_aeif_new(y, _, p):\n",
    "    \"\"\"\n",
    "    New implementation bounding V < V_peak\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    y : list\n",
    "        Vector containing the state variables [V, w]\n",
    "    _ : unused var\n",
    "    p : Params instance\n",
    "        Object containing the neuronal parameters.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    dv : double\n",
    "        Derivative of V\n",
    "    dw : double\n",
    "        Derivative of w\n",
    "    \"\"\"\n",
    "    v = min(y[0], p.Vpeak)\n",
    "    w = y[1]\n",
    "    Ispike = 0.0\n",
    "\n",
    "    if p.DeltaT != 0.0:\n",
    "        Ispike = p.gL * p.DeltaT * np.exp((v - p.vT) / p.DeltaT)\n",
    "\n",
    "    dv = (-p.gL * (v - p.EL) + Ispike - w + p.Ie) / p.Cm\n",
    "    dw = (p.a * (v - p.EL) - w) / p.tau_w\n",
    "\n",
    "    return dv, dw\n",
    "\n",
    "\n",
    "def rhs_aeif_old(y, _, p):\n",
    "    \"\"\"\n",
    "    Old implementation bounding the argument of the\n",
    "    exponential function (e_arg < 10.).\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    y : list\n",
    "        Vector containing the state variables [V, w]\n",
    "    _ : unused var\n",
    "    p : Params instance\n",
    "        Object containing the neuronal parameters.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    dv : double\n",
    "        Derivative of V\n",
    "    dw : double\n",
    "        Derivative of w\n",
    "    \"\"\"\n",
    "    v = y[0]\n",
    "    w = y[1]\n",
    "    Ispike = 0.0\n",
    "\n",
    "    if p.DeltaT != 0.0:\n",
    "        e_arg = min((v - p.vT) / p.DeltaT, 10.0)\n",
    "        Ispike = p.gL * p.DeltaT * np.exp(e_arg)\n",
    "\n",
    "    dv = (-p.gL * (v - p.EL) + Ispike - w + p.Ie) / p.Cm\n",
    "    dw = (p.a * (v - p.EL) - w) / p.tau_w\n",
    "\n",
    "    return dv, dw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Complete model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def scipy_aeif(p, f, simtime, dt):\n",
    "    \"\"\"\n",
    "    Complete aeif model using scipy `odeint` solver.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    p : Params instance\n",
    "        Object containing the neuronal parameters.\n",
    "    f : function\n",
    "        Right-hand side function (either `rhs_aeif_old`\n",
    "        or `rhs_aeif_new`)\n",
    "    simtime : double\n",
    "        Duration of the simulation (will run between\n",
    "        0 and tmax)\n",
    "    dt : double\n",
    "        Time increment.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    t : list\n",
    "        Times at which the neuronal state was evaluated.\n",
    "    y : list\n",
    "        State values associated to the times in `t`\n",
    "    s : list\n",
    "        Spike times.\n",
    "    vs : list\n",
    "        Values of `V` just before the spike.\n",
    "    ws : list\n",
    "        Values of `w` just before the spike\n",
    "    fos : list\n",
    "        List of dictionaries containing additional output\n",
    "        information from `odeint`\n",
    "    \"\"\"\n",
    "    t = np.arange(0, simtime, dt)  # time axis\n",
    "    n = len(t)\n",
    "    y = np.zeros((n, 2))  # V, w\n",
    "    y[0, 0] = p.EL  # Initial: (V_0, w_0) = (E_L, 5.)\n",
    "    y[0, 1] = 5.0  # Initial: (V_0, w_0) = (E_L, 5.)\n",
    "    s = []  # spike times\n",
    "    vs = []  # membrane potential at spike before reset\n",
    "    ws = []  # w at spike before step\n",
    "    fos = []  # full output dict from odeint()\n",
    "\n",
    "    # imitate NEST: update time-step by time-step\n",
    "    for k in range(1, n):\n",
    "        # solve ODE from t_k-1 to t_k\n",
    "        d, fo = odeint(f, y[k - 1, :], t[k - 1 : k + 1], (p,), full_output=True)\n",
    "        y[k, :] = d[1, :]\n",
    "        fos.append(fo)\n",
    "\n",
    "        # check for threshold crossing\n",
    "        if y[k, 0] >= p.Vpeak:\n",
    "            s.append(t[k])\n",
    "            vs.append(y[k, 0])\n",
    "            ws.append(y[k, 1])\n",
    "\n",
    "            y[k, 0] = p.Vreset  # reset\n",
    "            y[k, 1] += p.b  # step\n",
    "\n",
    "    return t, y, s, vs, ws, fos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LSODAR reference solution\n",
    "### Setting assimulo class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from assimulo.solvers import LSODAR\n",
    "from assimulo.problem import Explicit_Problem\n",
    "\n",
    "\n",
    "class Extended_Problem(Explicit_Problem):\n",
    "    # need variables here for access\n",
    "    sw0 = [False]\n",
    "    ts_spikes = []\n",
    "    ws_spikes = []\n",
    "    Vs_spikes = []\n",
    "\n",
    "    def __init__(self, p):\n",
    "        self.p = p\n",
    "        self.y0 = [self.p.EL, 5.0]  # V, w\n",
    "        # reset variables\n",
    "        self.ts_spikes = []\n",
    "        self.ws_spikes = []\n",
    "        self.Vs_spikes = []\n",
    "\n",
    "    # The right-hand-side function (rhs)\n",
    "\n",
    "    def rhs(self, t, y, sw):\n",
    "        \"\"\"\n",
    "        This is the function we are trying to simulate (aeif model).\n",
    "        \"\"\"\n",
    "        V, w = y[0], y[1]\n",
    "        Ispike = 0.0\n",
    "\n",
    "        if self.p.DeltaT != 0.0:\n",
    "            Ispike = self.p.gL * self.p.DeltaT * np.exp((V - self.p.vT) / self.p.DeltaT)\n",
    "        dotV = (-self.p.gL * (V - self.p.EL) + Ispike + self.p.Ie - w) / self.p.Cm\n",
    "        dotW = (self.p.a * (V - self.p.EL) - w) / self.p.tau_w\n",
    "        return np.array([dotV, dotW])\n",
    "\n",
    "    # Sets a name to our function\n",
    "    name = \"AEIF_nosyn\"\n",
    "\n",
    "    # The event function\n",
    "    def state_events(self, t, y, sw):\n",
    "        \"\"\"\n",
    "        This is our function that keeps track of our events. When the sign\n",
    "        of any of the events has changed, we have an event.\n",
    "        \"\"\"\n",
    "        event_0 = -5 if y[0] >= self.p.Vpeak else 5  # spike\n",
    "        if event_0 < 0:\n",
    "            if not self.ts_spikes:\n",
    "                self.ts_spikes.append(t)\n",
    "                self.Vs_spikes.append(y[0])\n",
    "                self.ws_spikes.append(y[1])\n",
    "            elif self.ts_spikes and not np.isclose(t, self.ts_spikes[-1], 0.01):\n",
    "                self.ts_spikes.append(t)\n",
    "                self.Vs_spikes.append(y[0])\n",
    "                self.ws_spikes.append(y[1])\n",
    "        return np.array([event_0])\n",
    "\n",
    "    # Responsible for handling the events.\n",
    "    def handle_event(self, solver, event_info):\n",
    "        \"\"\"\n",
    "        Event handling. This functions is called when Assimulo finds an event as\n",
    "        specified by the event functions.\n",
    "        \"\"\"\n",
    "        ev = event_info\n",
    "        event_info = event_info[0]  # only look at the state events information.\n",
    "        if event_info[0] > 0:\n",
    "            solver.sw[0] = True\n",
    "            solver.y[0] = self.p.Vreset\n",
    "            solver.y[1] += self.p.b\n",
    "        else:\n",
    "            solver.sw[0] = False\n",
    "\n",
    "    def initialize(self, solver):\n",
    "        solver.h_sol = []\n",
    "        solver.nq_sol = []\n",
    "\n",
    "    def handle_result(self, solver, t, y):\n",
    "        Explicit_Problem.handle_result(self, solver, t, y)\n",
    "        # Extra output for algorithm analysis\n",
    "        if solver.report_continuously:\n",
    "            h, nq = solver.get_algorithm_data()\n",
    "            solver.h_sol.extend([h])\n",
    "            solver.nq_sol.extend([nq])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LSODAR reference model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def reference_aeif(p, simtime):\n",
    "    \"\"\"\n",
    "    Reference aeif model using LSODAR.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    p : Params instance\n",
    "        Object containing the neuronal parameters.\n",
    "    f : function\n",
    "        Right-hand side function (either `rhs_aeif_old`\n",
    "        or `rhs_aeif_new`)\n",
    "    simtime : double\n",
    "        Duration of the simulation (will run between\n",
    "        0 and tmax)\n",
    "    dt : double\n",
    "        Time increment.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    t : list\n",
    "        Times at which the neuronal state was evaluated.\n",
    "    y : list\n",
    "        State values associated to the times in `t`\n",
    "    s : list\n",
    "        Spike times.\n",
    "    vs : list\n",
    "        Values of `V` just before the spike.\n",
    "    ws : list\n",
    "        Values of `w` just before the spike\n",
    "    h : list\n",
    "        List of the minimal time increment at each step.\n",
    "    \"\"\"\n",
    "    # Create an instance of the problem\n",
    "    exp_mod = Extended_Problem(p)  # Create the problem\n",
    "    exp_sim = LSODAR(exp_mod)  # Create the solver\n",
    "\n",
    "    exp_sim.atol = 1.0e-8\n",
    "    exp_sim.report_continuously = True\n",
    "    exp_sim.store_event_points = True\n",
    "\n",
    "    exp_sim.verbosity = 30\n",
    "\n",
    "    # Simulate\n",
    "    t, y = exp_sim.simulate(simtime)  # Simulate 10 seconds\n",
    "\n",
    "    return t, y, exp_mod.ts_spikes, exp_mod.Vs_spikes, exp_mod.ws_spikes, exp_sim.h_sol"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set the parameters and simulate the models\n",
    "### Params (chose a dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Regular spiking\n",
    "aeif_param = {\n",
    "    \"V_reset\": -58.0,\n",
    "    \"V_peak\": 0.0,\n",
    "    \"V_th\": -50.0,\n",
    "    \"I_e\": 420.0,\n",
    "    \"g_L\": 11.0,\n",
    "    \"tau_w\": 300.0,\n",
    "    \"E_L\": -70.0,\n",
    "    \"Delta_T\": 2.0,\n",
    "    \"a\": 3.0,\n",
    "    \"b\": 0.0,\n",
    "    \"C_m\": 200.0,\n",
    "    \"V_m\": -70.0,  #! must be equal to E_L\n",
    "    \"w\": 5.0,  #! must be equal to 5.\n",
    "    \"tau_syn_ex\": 0.2,\n",
    "}\n",
    "\n",
    "# Bursting\n",
    "aeif_param2 = {\n",
    "    \"V_reset\": -46.0,\n",
    "    \"V_peak\": 0.0,\n",
    "    \"V_th\": -50.0,\n",
    "    \"I_e\": 500.0,\n",
    "    \"g_L\": 10.0,\n",
    "    \"tau_w\": 120.0,\n",
    "    \"E_L\": -58.0,\n",
    "    \"Delta_T\": 2.0,\n",
    "    \"a\": 2.0,\n",
    "    \"b\": 100.0,\n",
    "    \"C_m\": 200.0,\n",
    "    \"V_m\": -58.0,  #! must be equal to E_L\n",
    "    \"w\": 5.0,  #! must be equal to 5.\n",
    "}\n",
    "\n",
    "# Close to chaos (use resolution < 0.005 and simtime = 200)\n",
    "aeif_param3 = {\n",
    "    \"V_reset\": -48.0,\n",
    "    \"V_peak\": 0.0,\n",
    "    \"V_th\": -50.0,\n",
    "    \"I_e\": 160.0,\n",
    "    \"g_L\": 12.0,\n",
    "    \"tau_w\": 130.0,\n",
    "    \"E_L\": -60.0,\n",
    "    \"Delta_T\": 2.0,\n",
    "    \"a\": -11.0,\n",
    "    \"b\": 30.0,\n",
    "    \"C_m\": 100.0,\n",
    "    \"V_m\": -60.0,  #! must be equal to E_L\n",
    "    \"w\": 5.0,  #! must be equal to 5.\n",
    "}\n",
    "\n",
    "\n",
    "class Params:\n",
    "    \"\"\"\n",
    "    Class giving access to the neuronal\n",
    "    parameters.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self):\n",
    "        self.params = aeif_param\n",
    "        self.Vpeak = aeif_param[\"V_peak\"]\n",
    "        self.Vreset = aeif_param[\"V_reset\"]\n",
    "        self.gL = aeif_param[\"g_L\"]\n",
    "        self.Cm = aeif_param[\"C_m\"]\n",
    "        self.EL = aeif_param[\"E_L\"]\n",
    "        self.DeltaT = aeif_param[\"Delta_T\"]\n",
    "        self.tau_w = aeif_param[\"tau_w\"]\n",
    "        self.a = aeif_param[\"a\"]\n",
    "        self.b = aeif_param[\"b\"]\n",
    "        self.vT = aeif_param[\"V_th\"]\n",
    "        self.Ie = aeif_param[\"I_e\"]\n",
    "\n",
    "\n",
    "p = Params()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simulate the 3 implementations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final Run Statistics: AEIF_nosyn \n",
      "\n",
      " Number of steps                       : 2013\n",
      " Number of function evaluations        : 5590\n",
      " Number of Jacobian evaluations        : 0\n",
      " Number of state function evaluations  : 2042\n",
      " Number of state events                : 7\n",
      "\n",
      "Solver options:\n",
      "\n",
      " Solver                  : LSODAR \n",
      " Absolute tolerances     : [1.e-08 1.e-08]\n",
      " Relative tolerances     : 1e-06\n",
      " Starter                 : classical\n",
      "\n",
      "Simulation interval    : 0.0 - 100.0 seconds.\n",
      "Elapsed simulation time: 0.06999148603063077 seconds.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/5k/0gyqhsf50418tc1x1l1t5lsw0000gn/T/ipykernel_86976/3648738050.py:44: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.\n",
      "  t, y = exp_sim.simulate(simtime)  # Simulate 10 seconds\n"
     ]
    }
   ],
   "source": [
    "# Parameters of the simulation\n",
    "simtime = 100.0\n",
    "resolution = 0.01\n",
    "\n",
    "t_old, y_old, s_old, vs_old, ws_old, fo_old = scipy_aeif(p, rhs_aeif_old, simtime, resolution)\n",
    "t_new, y_new, s_new, vs_new, ws_new, fo_new = scipy_aeif(p, rhs_aeif_new, simtime, resolution)\n",
    "t_ref, y_ref, s_ref, vs_ref, ws_ref, h_ref = reference_aeif(p, simtime)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the results\n",
    "### Zoom out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax2 = ax.twinx()\n",
    "\n",
    "# Plot the potentials\n",
    "ax.plot(t_ref, y_ref[:, 0], linestyle=\"-\", label=\"V ref.\")\n",
    "ax.plot(t_old, y_old[:, 0], linestyle=\"-.\", label=\"V old\")\n",
    "ax.plot(t_new, y_new[:, 0], linestyle=\"--\", label=\"V new\")\n",
    "\n",
    "# Plot the adaptation variables\n",
    "ax2.plot(t_ref, y_ref[:, 1], linestyle=\"-\", c=\"k\", label=\"w ref.\")\n",
    "ax2.plot(t_old, y_old[:, 1], linestyle=\"-.\", c=\"m\", label=\"w old\")\n",
    "ax2.plot(t_new, y_new[:, 1], linestyle=\"--\", c=\"y\", label=\"w new\")\n",
    "\n",
    "# Show\n",
    "ax.set_xlim([0.0, simtime])\n",
    "ax.set_ylim([-65.0, 40.0])\n",
    "ax.set_xlabel(\"Time (ms)\")\n",
    "ax.set_ylabel(\"V (mV)\")\n",
    "ax2.set_ylim([-20.0, 20.0])\n",
    "ax2.set_ylabel(\"w (pA)\")\n",
    "ax.legend(loc=6)\n",
    "ax2.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Zoom in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax2 = ax.twinx()\n",
    "\n",
    "# Plot the potentials\n",
    "ax.plot(t_ref, y_ref[:, 0], linestyle=\"-\", label=\"V ref.\")\n",
    "ax.plot(t_old, y_old[:, 0], linestyle=\"-.\", label=\"V old\")\n",
    "ax.plot(t_new, y_new[:, 0], linestyle=\"--\", label=\"V new\")\n",
    "\n",
    "# Plot the adaptation variables\n",
    "ax2.plot(t_ref, y_ref[:, 1], linestyle=\"-\", c=\"k\", label=\"w ref.\")\n",
    "ax2.plot(t_old, y_old[:, 1], linestyle=\"-.\", c=\"y\", label=\"w old\")\n",
    "ax2.plot(t_new, y_new[:, 1], linestyle=\"--\", c=\"m\", label=\"w new\")\n",
    "\n",
    "ax.set_xlim([90.0, 92.0])\n",
    "ax.set_ylim([-65.0, 40.0])\n",
    "ax.set_xlabel(\"Time (ms)\")\n",
    "ax.set_ylabel(\"V (mV)\")\n",
    "ax2.set_ylim([17.5, 18.5])\n",
    "ax2.set_ylabel(\"w (pA)\")\n",
    "ax.legend(loc=5)\n",
    "ax2.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare properties at spike times"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spike times:\n",
      "-----------\n",
      "ref [18.715 30.561 42.495 54.517 66.626 78.819 91.096]\n",
      "old [18.73 30.59 42.54 54.58 66.71 78.92 91.22]\n",
      "new [18.72 30.57 42.51 54.54 66.66 78.86 91.14]\n",
      "\n",
      "V at spike time:\n",
      "---------------\n",
      "ref [0.006 0.03  0.025 0.036 0.033 0.031 0.041]\n",
      "old [ 6.128  5.615  6.107 10.186 17.895  4.997 20.766]\n",
      "new [32413643.009 32591616.326 35974587.74  51016349.64  77907589.627\n",
      " 37451353.635 11279320.152]\n",
      "\n",
      "w at spike time:\n",
      "---------------\n",
      "ref [ 7.359  9.328 11.235 13.08  14.864 16.589 18.256]\n",
      "old [ 7.367  9.344 11.258 13.111 14.906 16.637 18.315]\n",
      "new [ 7.362  9.334 11.244 13.093 14.883 16.611 18.278]\n"
     ]
    }
   ],
   "source": [
    "print(\"spike times:\\n-----------\")\n",
    "print(\"ref\", np.around(s_ref, 3))  # ref lsodar\n",
    "print(\"old\", np.around(s_old, 3))\n",
    "print(\"new\", np.around(s_new, 3))\n",
    "\n",
    "print(\"\\nV at spike time:\\n---------------\")\n",
    "print(\"ref\", np.around(vs_ref, 3))  # ref lsodar\n",
    "print(\"old\", np.around(vs_old, 3))\n",
    "print(\"new\", np.around(vs_new, 3))\n",
    "\n",
    "print(\"\\nw at spike time:\\n---------------\")\n",
    "print(\"ref\", np.around(ws_ref, 3))  # ref lsodar\n",
    "print(\"old\", np.around(ws_old, 3))\n",
    "print(\"new\", np.around(ws_new, 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Size of minimal integration timestep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.semilogy(t_ref, h_ref, label=\"Reference\")\n",
    "plt.semilogy(t_old[1:], [d[\"hu\"] for d in fo_old], linewidth=2, label=\"Old\")\n",
    "plt.semilogy(t_new[1:], [d[\"hu\"] for d in fo_new], label=\"New\")\n",
    "\n",
    "plt.legend(loc=6)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convergence towards LSODAR reference with step size\n",
    "### Zoom out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.6691731905434D+02   r2 =  0.4368716407574D-14\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.6691731905434D+02   r2 =  0.4368716407574D-14\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.6691731905434D+02   r2 =  0.4368716407574D-14\n",
      " lsoda--  warning..internal t (=r1) and h (=r2) are\u0000\u0000\n",
      "       such that in the machine, t + h = t on the next step  \n",
      "       (h = step size). solver will continue anyway\u0000\u0000\n",
      "      in above,  r1 =  0.6691731905434D+02   r2 =  0.4368716407574D-14\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t_ref, y_ref[:, 0], label=\"V ref.\")\n",
    "resolutions = (0.1, 0.01, 0.001)\n",
    "di_res = {}\n",
    "\n",
    "for resolution in resolutions:\n",
    "    t_old, y_old, _, _, _, _ = scipy_aeif(p, rhs_aeif_old, simtime, resolution)\n",
    "    t_new, y_new, _, _, _, _ = scipy_aeif(p, rhs_aeif_new, simtime, resolution)\n",
    "    di_res[resolution] = (t_old, y_old, t_new, y_new)\n",
    "    plt.plot(t_old, y_old[:, 0], linestyle=\":\", label=\"V old, r={}\".format(resolution))\n",
    "    plt.plot(t_new, y_new[:, 0], linestyle=\"--\", linewidth=1.5, label=\"V new, r={}\".format(resolution))\n",
    "plt.xlim(0.0, simtime)\n",
    "plt.xlabel(\"Time (ms)\")\n",
    "plt.ylabel(\"V (mV)\")\n",
    "plt.legend(loc=2)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Zoom in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(t_ref, y_ref[:, 0], label=\"V ref.\")\n",
    "for resolution in resolutions:\n",
    "    t_old, y_old = di_res[resolution][:2]\n",
    "    t_new, y_new = di_res[resolution][2:]\n",
    "    plt.plot(t_old, y_old[:, 0], linestyle=\"--\", label=\"V old, r={}\".format(resolution))\n",
    "    plt.plot(t_new, y_new[:, 0], linestyle=\"-.\", linewidth=2.0, label=\"V new, r={}\".format(resolution))\n",
    "plt.xlim(90.0, 92.0)\n",
    "plt.ylim([-62.0, 2.0])\n",
    "plt.xlabel(\"Time (ms)\")\n",
    "plt.ylabel(\"V (mV)\")\n",
    "plt.legend(loc=2)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------------------------\n",
    "### License\n",
    "\n",
    "This file is part of NEST. Copyright (C) 2004 The NEST Initiative\n",
    "\n",
    "NEST is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 2 of the License, or (at your option) any later version.\n",
    "\n",
    "NEST is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
